{"id":"W2058464918","doi":"10.1016/j.jcv.2011.09.016","title":"Molecular and antigenic evolution of human influenza A/H3N2 viruses in Quebec, Canada, 2009–2011","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Virology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier de l'Université Laval; Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Antigenic drift; Virology; Hemagglutination assay; Antigen; Biology; Titer; Antigenic variation; Strain (injury); Phylogenetic tree; Antigenic shift; Influenza A virus; Virus; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001571135,0.000131817,0.0009559543,0.0002702976,0.0000362067,0.000002773051,0.0001626933,0.0002127606,0.0001511857],"category_scores_gemma":[0.002070551,0.0001030144,0.0001609591,0.0001177302,0.0004661102,0.0001006358,0.000103728,0.0007630797,0.000004731927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127066,"about_ca_system_score_gemma":0.00109947,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3677453,"about_ca_topic_score_gemma":0.5810205,"domain_scores_codex":[0.9969989,0.0003660675,0.001768842,0.000170064,0.0003872435,0.0003088871],"domain_scores_gemma":[0.998138,0.0003591336,0.0007010003,0.0002110489,0.0003737123,0.0002171247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001983828,0.0003531782,0.9765428,0.00005535807,0.0002899041,0.0005183321,0.0001885552,0.000005560995,0.01707664,0.0005109237,0.001451109,0.00102386],"study_design_scores_gemma":[0.003182074,0.001629084,0.9888991,0.00006313944,0.00009581089,0.00004373935,0.0001039215,0.00001074405,0.002323433,0.0005375059,0.003031648,0.00007979597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941651,0.004591282,0.00002782319,0.0003100543,0.0001519618,0.0001342902,0.000004052078,0.000003241136,0.0006121567],"genre_scores_gemma":[0.9974644,0.0002994918,0.0002060529,0.00185697,0.0001115766,0.000001656494,2.039363e-7,0.00001195043,0.00004769987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2132753,"threshold_uncertainty_score":0.636465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805782137802605,"score_gpt":0.4511371815615681,"score_spread":0.2705589677813076,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}